Xi Lyu created SPARK-54708:
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             Summary: Optimize ML cache cleanup with lazy directory creation
                 Key: SPARK-54708
                 URL: https://issues.apache.org/jira/browse/SPARK-54708
             Project: Spark
          Issue Type: Improvement
          Components: Connect
    Affects Versions: 4.0.1, 4.1.0
            Reporter: Xi Lyu


In current implementation, during the session holder cleanup of non-ML 
sessions, in mlCache.clear() ([code 
link|https://github.com/apache/spark/blob/43f7936d7b3a4701e3d0fdb44663006cbe0db70b/sql/connect/server/src/main/scala/org/apache/spark/sql/connect/service/SessionHolder.scala#L381])
 , the offloadedModelsDir is also eagerly created and will be deleted, which 
will cause ~10 ms uncessary latency.

We should make the directory creation lazy and avoid deleting empty directories 
when it is not needed.



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